user-centered data science for digital humanities

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Victor de Boer User-centered Data Science for Digital Humanities DIVE, Dutch Ships and Sailors and ArchimediaL

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Page 1: User-centered Data Science for Digital Humanities

Victor de Boer

User-centered Data Science for Digital HumanitiesDIVE, Dutch Ships and Sailors and ArchimediaL

Page 2: User-centered Data Science for Digital Humanities
Page 3: User-centered Data Science for Digital Humanities

Digital Humanities

Part of the effort of humanities researcher is moved from the physical archives to digital ones

New possibilities for humanities research

Img:www.doaks.org, www.dkrz.de

Page 4: User-centered Data Science for Digital Humanities

Integrating collections as Linked Data

Tools built on top of the data

Continuous

enrichmentEmbed in humanities methodology

Continuous collection enrichmentMultimedia analysis (image, text, video)

Human computation

Page 5: User-centered Data Science for Digital Humanities

Linked Data

Page 6: User-centered Data Science for Digital Humanities

Human-based computation

Nichesourcing CrowdsourcingProfessional annotation

Niche groups of amateur experts with shared characteristics

Page 7: User-centered Data Science for Digital Humanities

Dutch Ships and Sailors

Page 8: User-centered Data Science for Digital Humanities

(semi-) automatically establish links between datasets and to external sources

dss:Recordgzmvoc:Telling

gzmvoc:telling-1046-De_Berkel

__bnode_1

gzmvoc:aziatischeBemanning

dss:Shipgzmvoc:Schip

gzmvoc: schip-1046-De_Berkel

dss:has_shipgzmvoc:schip

"1046"

“Schip”

“De Berkel”

rdfs:labeldss:scheepsnaam

gzmvoc:scheepsnaam

dss:ShipTypegzmvoc:Scheepstype

gzmvoc: type-Shipdss:has_shiptype

gzmvoc:has_shiptype

gzmvoc:scheepstype

“21”

“Moorsemattroosen”

dss:azRegistratieKop

gzmvoc:azAantalMatrozen

gzmvoc:telling

gzmvoc:heeft DAS heenreis

dss:Recorddas:Voyage

das:voyage-1918_61

LocationsRanksShip typesVoyages…

Men

tion

ed in

Page 9: User-centered Data Science for Digital Humanities

Novel data analysis and visualisation

Page 10: User-centered Data Science for Digital Humanities

DIVE+INTO THE EVENT-ENRICHED

LINKED OPEN CULTURAL HERITAGE

Page 11: User-centered Data Science for Digital Humanities
Page 12: User-centered Data Science for Digital Humanities

Access to Integrated Online Multimedia collectionsusing Linked Open Data

Interactive Exploration & Discovery in Contextlinking objects to events and entitiesbuilding automatic storylines (narratives)

DIVE+

Page 13: User-centered Data Science for Digital Humanities

OPENIMAGES.EU

3,220 news broadcasts

Netherlands Institute for Sound & Vision

GTAA thesaurus

DELPHER.NL

197,199 Scans of Radio bulletins

1937 – 1984

AMSTERDAM MUSEUM

73,447 cultural heritage objects

AM Thesaurus

TROPENMUSEUM

78,270 cultural heritage objects

SVNC thesaurus

Collections and Vocabularies

Page 14: User-centered Data Science for Digital Humanities

Hybrid enrichment pipeline

ENTITY EXTRACTION

EVENTS CROWDSOURCING AND LINKING

TO CONCEPTS THROUGH

CROWDTRUTH.ORG

SEGMENTATION & KEYFRAMES

LINKING EVENTS AND

CONCEPTS TO

KEYFRAMES

Page 15: User-centered Data Science for Digital Humanities

DIVE:MediaObject

Nieuws uit Indonesië:

opheffing van het KNIL

dive:depictedBy

sem:hasTimestamp

sem:Event

ANP:1950-08-11:50

dive:isRelatedTodive:relatedPlacesem:hasPlace

dive:isRelatedTodive:relatedActorsem:hasActor

dive:isRelatedTodive:relatedPlacesem:hasPlace

sem:Time

25 Juli 1950

dive:depictedBy

sem:hasTimestamp

DIVE:MediaObject

Mannen bij het huis van Paul Spies

aan de Parapattan 42, Djakarta

dive:depictedBy

dive:depictedBy

dive:depictedBy

DIVE:MediaObject

ANP:1950-08-11:50DIVE:MediaObject

Schaal

sem:Time

11 Augustus 1950

sem:Event

ontbindingsceremonie

sem:Place

Djakarta

sem:Place

Indonesië

sem:Actor

Mohammad Hatta

Integration of Heterogeneous Collections

Page 16: User-centered Data Science for Digital Humanities

Innovative exploratory UI

diveplus.beeldengeluid.nl

Page 17: User-centered Data Science for Digital Humanities

ArchiMediaLDeveloping Post-colonial Interpretations of Built Form

through Heterogeneous Linked Digital Media

Page 18: User-centered Data Science for Digital Humanities

Computer Vision + crowdsourcing

How to identify (elements of) buildings across different representations

Page 19: User-centered Data Science for Digital Humanities

Flexible data model allows for multi-interpretation

Page 20: User-centered Data Science for Digital Humanities

Continuous enrichment and linking of heterogeneous collections brings new possibilities for access, analysis

Using automatic methodsAlways with human(s) in the loop

Victor de [email protected]